topic-scorer

co.pixelcove/topic-scorerVersion 0.2.0

Score pages against 11,485 public taxonomy categories by embedding similarity. Free.

Status

Responds196 msNov 14, 2026, 13:44 UTCAnswered our handshake without sign-in.

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We could not refresh it, so this page shows the last copy.

Last checked: Nov 14, 2026, 13:44 UTC
Latency: 196 ms
Remotes responding: 1 of 1
Sign-in: No sign-in
Hosting: Hosted outside the EU (detected)
Registry data as of: Nov 14, 2026, 22:14 UTC

Data from the official MCP Registry, checked by run.zero. How we check

Connect

Streamable HTTP

https://topic-scorer.pixelcove.co/mcpResponds196 msNov 14, 2026, 13:44 UTC

No sign-in

Claude Code

claude mcp add --transport http topic-scorer https://topic-scorer.pixelcove.co/mcp

Claude Desktop and claude.ai

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Settings > Connectors > Add custom connector
Name: topic-scorer
Remote MCP server URL: https://topic-scorer.pixelcove.co/mcp

Cursor

{
  "mcpServers": {
    "topic-scorer": {
      "url": "https://topic-scorer.pixelcove.co/mcp"
    }
  }
}

VS Code

code --add-mcp '{"name":"topic-scorer","type":"http","url":"https://topic-scorer.pixelcove.co/mcp"}'

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Tools

5 tools

Tools of topic-scorer
	Description		Read-only	Idempotent	Open world
`topic_scorer_find`Finds categories whose path contains the query (case-insensitive substring), optionally within one taxonomy. Free. Returns up to `limit` hits with id and path; pass the id as `category` to the scoring tools.	Finds categories whose path contains the query (case-insensitive substring), optionally within one taxonomy. Free. Returns up to `limit` hits with id and path; pass the id as `category` to the scoring tools.	No	Yes	Yes	No
`topic_scorer_gate`Pass/fail check: does the text rank within the top `min_rank` categories of its target taxonomy? Returns `pass`, the target's rank and gap to #1, the taxonomy's top five, and the unused phrases to work in. Use it as a content-pipeline gate. Free; read-only and safe to retry.	Pass/fail check: does the text rank within the top `min_rank` categories of its target taxonomy? Returns `pass`, the target's rank and gap to #1, the taxonomy's top five, and the unused phrases to work in. Use it as a content-pipeline gate. Free; read-only and safe to retry.	No	Yes	Yes	No
`topic_scorer_phrases`Returns the ranked phrase bank for one category: 1 to 4 word phrases a page squarely about that category would contain, ordered by similarity to the category. Use it to seed a brief. Free; read-only and safe to retry.	Returns the ranked phrase bank for one category: 1 to 4 word phrases a page squarely about that category would contain, ordered by similarity to the category. Use it to seed a brief. Free; read-only and safe to retry.	No	Yes	Yes	No
`topic_scorer_score`Scores text against every category in all six taxonomies (one embedding, cosine similarity) and returns the top `per` rows per taxonomy. With `taxonomy` and `category` it also returns the target's rank, score, gap to #1, and a phrase bank split into phrases the text already uses and phrases it does not. Read the rank and the gap, not the raw percent (scores compress into a 70 to 90 band). Free; read-only and safe to retry.	Scores text against every category in all six taxonomies (one embedding, cosine similarity) and returns the top `per` rows per taxonomy. With `taxonomy` and `category` it also returns the target's rank, score, gap to #1, and a phrase bank split into phrases the text already uses and phrases it does not. Read the rank and the gap, not the raw percent (scores compress into a 70 to 90 band). Free; read-only and safe to retry.	No	Yes	Yes	No
`topic_scorer_taxonomies`Lists the six taxonomies with their label and category count. Free. Call it first to pick the taxonomy for topic_scorer_find.	Lists the six taxonomies with their label and category count. Free. Call it first to pick the taxonomy for topic_scorer_find.	No	Yes	Yes	No

Details

Registry status: Active
Published: Nov 2, 2026
Updated: Nov 2, 2026
Website: https://pixelcove.co/tools/topic-scorer⁠ (opens in a new tab)
Repository: https://github.com/PixelCove/topic-scorer⁠ (opens in a new tab)
Categories (suggested): AI modelsSuggested categories are assigned automatically from the registry text and may be wrong. Verified operators can correct them.
GDPR: Not declared

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